from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.962 | 0.007 | 0.0 | 0.018 | -1 | 1 | 0.662 | 1.975 | 0.053 | 9.095 | 0.242 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.962 | 0.007 | 0.0 | 0.018 | -1 | 1 | 0.662 | 0.027 | 0.002 | 676.647 | 46.747 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.320 | 0.012 | 0.0 | 0.320 | -1 | 1 | 1.000 | 1.975 | 0.053 | 0.162 | 0.007 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.320 | 0.012 | 0.0 | 0.320 | -1 | 1 | 1.000 | 0.027 | 0.002 | 12.063 | 0.949 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.757 | 0.185 | 0.0 | 0.018 | -1 | 5 | 0.700 | 2.863 | 0.083 | 6.202 | 0.191 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.757 | 0.185 | 0.0 | 0.018 | -1 | 5 | 0.700 | 0.028 | 0.003 | 623.470 | 66.575 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.325 | 0.006 | 0.0 | 0.325 | -1 | 5 | 1.000 | 2.863 | 0.083 | 0.113 | 0.004 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.325 | 0.006 | 0.0 | 0.325 | -1 | 5 | 1.000 | 0.028 | 0.003 | 11.400 | 1.229 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.767 | 0.423 | 0.0 | 0.018 | 1 | 100 | 0.823 | 2.303 | 0.034 | 7.715 | 0.216 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.767 | 0.423 | 0.0 | 0.018 | 1 | 100 | 0.823 | 0.023 | 0.001 | 785.889 | 30.822 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.320 | 0.011 | 0.0 | 0.320 | 1 | 100 | 1.000 | 2.303 | 0.034 | 0.139 | 0.005 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.320 | 0.011 | 0.0 | 0.320 | 1 | 100 | 1.000 | 0.023 | 0.001 | 14.140 | 0.660 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.526 | 0.210 | 0.0 | 0.018 | -1 | 100 | 0.823 | 2.928 | 0.049 | 5.986 | 0.123 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.526 | 0.210 | 0.0 | 0.018 | -1 | 100 | 0.823 | 0.027 | 0.004 | 653.642 | 100.101 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.005 | 0.0 | 0.313 | -1 | 100 | 1.000 | 2.928 | 0.049 | 0.107 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.005 | 0.0 | 0.313 | -1 | 100 | 1.000 | 0.027 | 0.004 | 11.687 | 1.795 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.396 | 0.135 | 0.0 | 0.017 | 1 | 5 | 0.700 | 2.297 | 0.021 | 7.573 | 0.091 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.396 | 0.135 | 0.0 | 0.017 | 1 | 5 | 0.700 | 0.024 | 0.001 | 734.433 | 21.366 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.333 | 0.015 | 0.0 | 0.333 | 1 | 5 | 1.000 | 2.297 | 0.021 | 0.145 | 0.007 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.333 | 0.015 | 0.0 | 0.333 | 1 | 5 | 1.000 | 0.024 | 0.001 | 14.060 | 0.738 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.413 | 0.008 | 0.0 | 0.017 | 1 | 1 | 0.662 | 1.344 | 0.022 | 12.953 | 0.212 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.413 | 0.008 | 0.0 | 0.017 | 1 | 1 | 0.662 | 0.023 | 0.001 | 759.599 | 23.618 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.323 | 0.019 | 0.0 | 0.323 | 1 | 1 | 1.000 | 1.344 | 0.022 | 0.240 | 0.015 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.323 | 0.019 | 0.0 | 0.323 | 1 | 1 | 1.000 | 0.023 | 0.001 | 14.085 | 0.941 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.118 | 0.035 | 0.0 | 0.004 | -1 | 1 | 0.845 | 1.634 | 0.015 | 2.521 | 0.032 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.118 | 0.035 | 0.0 | 0.004 | -1 | 1 | 0.845 | 0.009 | 0.004 | 453.779 | 200.786 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.256 | 0.009 | 0.0 | 0.256 | -1 | 1 | 0.000 | 1.634 | 0.015 | 0.157 | 0.006 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.256 | 0.009 | 0.0 | 0.256 | -1 | 1 | 0.000 | 0.009 | 0.004 | 28.254 | 12.536 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.081 | 0.061 | 0.0 | 0.004 | -1 | 5 | 0.886 | 2.430 | 0.033 | 1.679 | 0.034 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.081 | 0.061 | 0.0 | 0.004 | -1 | 5 | 0.886 | 0.009 | 0.003 | 463.580 | 173.313 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.259 | 0.010 | 0.0 | 0.259 | -1 | 5 | 0.000 | 2.430 | 0.033 | 0.107 | 0.004 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.259 | 0.010 | 0.0 | 0.259 | -1 | 5 | 0.000 | 0.009 | 0.003 | 29.460 | 11.065 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.030 | 0.036 | 0.0 | 0.004 | 1 | 100 | 0.908 | 1.908 | 0.026 | 2.112 | 0.034 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.030 | 0.036 | 0.0 | 0.004 | 1 | 100 | 0.908 | 0.002 | 0.000 | 1634.499 | 121.604 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.260 | 0.005 | 0.0 | 0.260 | 1 | 100 | 0.000 | 1.908 | 0.026 | 0.136 | 0.003 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.260 | 0.005 | 0.0 | 0.260 | 1 | 100 | 0.000 | 0.002 | 0.000 | 105.441 | 8.001 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.071 | 0.047 | 0.0 | 0.004 | -1 | 100 | 0.908 | 2.432 | 0.043 | 1.674 | 0.035 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.071 | 0.047 | 0.0 | 0.004 | -1 | 100 | 0.908 | 0.008 | 0.002 | 484.312 | 106.208 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.277 | 0.010 | 0.0 | 0.277 | -1 | 100 | 0.000 | 2.432 | 0.043 | 0.114 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.277 | 0.010 | 0.0 | 0.277 | -1 | 100 | 0.000 | 0.008 | 0.002 | 32.950 | 7.309 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.136 | 0.072 | 0.0 | 0.004 | 1 | 5 | 0.886 | 1.865 | 0.026 | 2.218 | 0.050 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.136 | 0.072 | 0.0 | 0.004 | 1 | 5 | 0.886 | 0.002 | 0.000 | 1681.971 | 135.955 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.254 | 0.004 | 0.0 | 0.254 | 1 | 5 | 0.000 | 1.865 | 0.026 | 0.136 | 0.003 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.254 | 0.004 | 0.0 | 0.254 | 1 | 5 | 0.000 | 0.002 | 0.000 | 103.166 | 8.314 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.119 | 0.050 | 0.0 | 0.004 | 1 | 1 | 0.845 | 1.139 | 0.022 | 3.618 | 0.083 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.119 | 0.050 | 0.0 | 0.004 | 1 | 1 | 0.845 | 0.002 | 0.000 | 2171.382 | 274.745 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.263 | 0.012 | 0.0 | 0.263 | 1 | 1 | 0.000 | 1.139 | 0.022 | 0.231 | 0.011 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.263 | 0.012 | 0.0 | 0.263 | 1 | 1 | 0.000 | 0.002 | 0.000 | 138.685 | 18.555 | See | See |
KNeighborsClassifier_kd_tree¶All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 141.278 | 0.000 | 0.0 | 0.141 | 1 | 100 | 0.981 | 5.702 | 0.046 | 24.777 | 0.201 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 141.278 | 0.000 | 0.0 | 0.141 | 1 | 100 | 0.981 | 0.005 | 0.001 | 28981.818 | 6339.436 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.778 | 0.152 | 0.0 | 2.778 | 1 | 100 | 1.000 | 5.702 | 0.046 | 0.487 | 0.027 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.778 | 0.152 | 0.0 | 2.778 | 1 | 100 | 1.000 | 0.005 | 0.001 | 569.881 | 128.504 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 138.909 | 0.000 | 0.0 | 0.139 | -1 | 1 | 0.963 | 0.538 | 0.017 | 258.206 | 8.287 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 138.909 | 0.000 | 0.0 | 0.139 | -1 | 1 | 0.963 | 0.004 | 0.001 | 36286.767 | 9096.659 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.774 | 0.106 | 0.0 | 2.774 | -1 | 1 | 1.000 | 0.538 | 0.017 | 5.156 | 0.257 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.774 | 0.106 | 0.0 | 2.774 | -1 | 1 | 1.000 | 0.004 | 0.001 | 724.609 | 183.744 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 150.134 | 0.000 | 0.0 | 0.150 | 1 | 5 | 0.982 | 1.696 | 0.022 | 88.513 | 1.158 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 150.134 | 0.000 | 0.0 | 0.150 | 1 | 5 | 0.982 | 0.002 | 0.001 | 66876.656 | 18357.060 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.735 | 0.056 | 0.0 | 2.735 | 1 | 5 | 1.000 | 1.696 | 0.022 | 1.612 | 0.039 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.735 | 0.056 | 0.0 | 2.735 | 1 | 5 | 1.000 | 0.002 | 0.001 | 1218.141 | 335.311 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 149.447 | 0.000 | 0.0 | 0.149 | 1 | 1 | 0.963 | 0.883 | 0.015 | 169.161 | 2.863 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 149.447 | 0.000 | 0.0 | 0.149 | 1 | 1 | 0.963 | 0.002 | 0.000 | 82931.865 | 16902.316 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.918 | 0.089 | 0.0 | 2.918 | 1 | 1 | 1.000 | 0.883 | 0.015 | 3.303 | 0.116 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.918 | 0.089 | 0.0 | 2.918 | 1 | 1 | 1.000 | 0.002 | 0.000 | 1619.271 | 333.738 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 154.124 | 0.000 | 0.0 | 0.154 | -1 | 5 | 0.982 | 1.047 | 0.028 | 147.218 | 3.984 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 154.124 | 0.000 | 0.0 | 0.154 | -1 | 5 | 0.982 | 0.004 | 0.001 | 35515.279 | 6610.423 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.804 | 0.156 | 0.0 | 2.804 | -1 | 5 | 1.000 | 1.047 | 0.028 | 2.679 | 0.166 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.804 | 0.156 | 0.0 | 2.804 | -1 | 5 | 1.000 | 0.004 | 0.001 | 646.209 | 125.561 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 159.426 | 0.000 | 0.0 | 0.159 | -1 | 100 | 0.981 | 3.376 | 0.048 | 47.224 | 0.665 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 159.426 | 0.000 | 0.0 | 0.159 | -1 | 100 | 0.981 | 0.007 | 0.001 | 21972.877 | 4496.817 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.798 | 0.138 | 0.0 | 2.798 | -1 | 100 | 1.000 | 3.376 | 0.048 | 0.829 | 0.042 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.798 | 0.138 | 0.0 | 2.798 | -1 | 100 | 1.000 | 0.007 | 0.001 | 385.685 | 81.186 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.063 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.890 | 0.041 | 0.001 | 1.546 | 0.068 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.063 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.890 | 0.001 | 0.000 | 78.264 | 13.594 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 0.000 | 0.041 | 0.001 | 0.145 | 0.012 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 0.000 | 0.001 | 0.000 | 7.354 | 1.375 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.002 | 0.0 | 0.000 | -1 | 1 | 0.898 | 0.032 | 0.004 | 1.248 | 0.176 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.002 | 0.0 | 0.000 | -1 | 1 | 0.898 | 0.003 | 0.001 | 15.046 | 3.026 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.032 | 0.004 | 0.178 | 0.035 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.003 | 0.001 | 2.142 | 0.519 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.899 | 0.033 | 0.004 | 1.265 | 0.146 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.899 | 0.001 | 0.000 | 53.493 | 14.227 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.033 | 0.004 | 0.178 | 0.025 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.001 | 0.000 | 7.508 | 2.083 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.898 | 0.027 | 0.001 | 1.528 | 0.071 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.898 | 0.001 | 0.000 | 52.235 | 11.126 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.027 | 0.001 | 0.202 | 0.008 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 6.922 | 1.466 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.002 | 0.0 | 0.000 | -1 | 5 | 0.899 | 0.032 | 0.003 | 1.281 | 0.126 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.002 | 0.0 | 0.000 | -1 | 5 | 0.899 | 0.002 | 0.000 | 17.033 | 2.239 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.032 | 0.003 | 0.170 | 0.018 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.263 | 0.314 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.001 | 0.0 | 0.000 | -1 | 100 | 0.890 | 0.045 | 0.005 | 1.377 | 0.170 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.001 | 0.0 | 0.000 | -1 | 100 | 0.890 | 0.003 | 0.000 | 24.262 | 4.608 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.007 | 0.001 | 0.0 | 0.007 | -1 | 100 | 0.000 | 0.045 | 0.005 | 0.152 | 0.032 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.007 | 0.001 | 0.0 | 0.007 | -1 | 100 | 0.000 | 0.003 | 0.000 | 2.672 | 0.686 | See | See |
HistGradientBoostingClassifier_best¶All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.482 | 0.028 | 0.002 | 0.0 | 0.815 | 0.159 | 0.006 | 3.023 | 0.206 | See | See |